Aerobic fitness and body fatness describe minimal variability in the thermoregulatory responses to exercise after accounting for heat production and body size
Bibliographic record
Abstract
Aerobic fitness (VO 2max ) and body fatness have been regularly suggested as important determinants of core temperature and sweating responses to exercise [ 3 , 5 ], but recent studies suggest that biophysical factors related to heat production (H prod ), total body mass (TBM), and body surface area (BSA), predominantly influence rectal temperature changes (ΔT re ) and sweating [ 1 , 2 , 4 ]. The present study tested the hypotheses that (i) individual variation in ΔT re , whole-body sweat loss (WBSL), and steady-state local sweat rate (LSR ss ) is determined primarily by H prod (W.kg -1 TBM), evaporation required for heat balance (E req , W), and E req (W.m -2 ), respectively, and (ii) factors related to VO 2max and body fat percentage (BF%) contribute minimally to the residual variance in these responses.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".